{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pima Indians Diabetes Data Set数据探索\n",
    "\n",
    "数据说明：\n",
    "Pima Indians Diabetes Data Set（皮马印第安人糖尿病数据集） 根据现有的医疗信息预测5年内皮马印第安人糖尿病发作的概率。   \n",
    "\n",
    "数据集共9个字段: \n",
    "0列为pregnants(怀孕次数)；\n",
    "1列为Plasma_glucose_concentration(口服葡萄糖耐量试验中2小时后的血浆葡萄糖浓度)；\n",
    "2列为blood_pressure(舒张压,单位:mm Hg）\n",
    "3列为Triceps_skin_fold_thickness(三头肌皮褶厚度,单位：mm）\n",
    "4列为serum_insulin(餐后血清胰岛素,单位:mm）\n",
    "5列为BMI,体重指数（体重（公斤）/ 身高（米）^2）\n",
    "6列为Diabetes_pedigree_function(糖尿病家系作用)\n",
    "7列为Age(年龄)\n",
    "8列为Target(分类变量,0或1）\n",
    " \n",
    "数据链接：https://archive.ics.uci.edu/ml/datasets/Pima+Indians+Diabetes\n",
    "\n",
    "p.s.: Kaggle也有一个Practice Fusion Diabetes Classification任务，可以试试:)\n",
    "https://www.kaggle.com/c/pf2012-diabetes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. import 工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#首先 import 必要的模块\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "#color = sns.color_palette()\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "0          6                           148              72   \n",
       "1          1                            85              66   \n",
       "2          8                           183              64   \n",
       "3          1                            89              66   \n",
       "4          0                           137              40   \n",
       "\n",
       "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "0                           35              0  33.6   \n",
       "1                           29              0  26.6   \n",
       "2                            0              0  23.3   \n",
       "3                           23             94  28.1   \n",
       "4                           35            168  43.1   \n",
       "\n",
       "   Diabetes_pedigree_function  Age  Target  \n",
       "0                       0.627   50       1  \n",
       "1                       0.351   31       0  \n",
       "2                       0.672   32       1  \n",
       "3                       0.167   21       0  \n",
       "4                       2.288   33       1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\"pima-indians-diabetes.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "检查数据规模\n",
    "读取测试数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train : (768, 9)\n"
     ]
    }
   ],
   "source": [
    "print(\"Train :\", train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      " #   Column                        Non-Null Count  Dtype  \n",
      "---  ------                        --------------  -----  \n",
      " 0   pregnants                     768 non-null    int64  \n",
      " 1   Plasma_glucose_concentration  768 non-null    int64  \n",
      " 2   blood_pressure                768 non-null    int64  \n",
      " 3   Triceps_skin_fold_thickness   768 non-null    int64  \n",
      " 4   serum_insulin                 768 non-null    int64  \n",
      " 5   BMI                           768 non-null    float64\n",
      " 6   Diabetes_pedigree_function    768 non-null    float64\n",
      " 7   Age                           768 non-null    int64  \n",
      " 8   Target                        768 non-null    int64  \n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "#查看数据基本信息\n",
    "#total values in each column, null/not null, datatype, memory occupied etc\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "该数据集已知存在缺失值，某些列中存在的缺失值被标记为0。通过这些列中指标的定义和相应领域的常识可以证实上述观点，譬如体重指数和血压两列中的0作为指标数值来说是无意义的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看数值型特征的基本统计量\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从结果中我们可以看到很多列的最小值为0。而在一些特定列代表的变量中，0值并没有意义，这就表名该值无效或为缺失值。\n",
    "\n",
    "具体来说，下列变量的最小值为0时数据无意义：\n",
    "1、血浆葡萄糖浓度\n",
    "2、舒张压\n",
    "3、肱三头肌皮褶厚度\n",
    "4、餐后血清胰岛素\n",
    "5、体重指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plasma_glucose_concentration      5\n",
      "blood_pressure                   35\n",
      "Triceps_skin_fold_thickness     227\n",
      "serum_insulin                   374\n",
      "BMI                              11\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "NaN_col_names = ['Plasma_glucose_concentration','blood_pressure','Triceps_skin_fold_thickness','serum_insulin','BMI']\n",
    "print((train[NaN_col_names] == 0).sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第1、2、5列中0值较少；相比较而言，第3、4列中的0值多出数倍，接近总量的一半。\n",
    "为了确保有足够的数据量来训练模型，针对不同的列需要有不同的缺失值判断策略。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 查看每个变量的分布 及其与标签之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in train.columns:\n",
    "    sns.distplot(train[feature],kde = False)\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('Number of occurrences')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 怀孕次数pregnants"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#怀孕次数有超过17的？但在疾病判断案例中，异常值可能就意味着得病，不能删除\n",
    "#这些值为0都是无意义的： 1、血浆葡萄糖浓度 2、舒张压 3、肱三头肌皮褶厚度 4、餐后血清胰岛素 5、体重指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1c419910>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e315d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"pregnants\", hue=\"Target\",data=train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "怀孕次数和是否得病好像还真有关系！！！ 当怀孕次数少时，蓝色比黄色高很多，随着怀孕次数增加，两者的差别逐渐减小，最后黄色的比蓝色的更高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对存在无效值或缺失值的5个特征进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jWmXtNk0UFvryyy+ZPXs2dZ2G4HUdeo6EO60rDek9mD59OqtWrQpDhEq1LcuXL+eB+8fSwdnAnQPLiLUH532PSW/gln4VLFu6jIfGjaO+vvlaUZFKE4VFNm7cyDOTJuFNyqK+44DDfl1t12F4Y+J56KGHdVEjpYJo8eLF3H3XXaQ66rhnUCmJMYHXRGrJsKx6ru1dybwffuD++8dSV3fwGd6RRhOFBaqrq7n/gQeo9wrV3U/fZ97EITniqOp+Btt37uTRCROirkqlUlaYP38+o++9h/SYWsYO3k1qXHCTRKMzsuu4vk8l83+cz5jRo6murg7JdYJNE0WYud1uHnr4YYqKiqjqdjomNiHg9/AmZlLb+QTm//gjL77YJmolKhUyX3/9NWNGjyYrri6kSaLR6Z3quLlfBUuWLOaOP/0xYgsINqWJIoyMMTz//PP8+MMP1HY5EU9yxyN+r4b2fajP6seHH37IP/7xjyBGqVTb8dFHH/Hoo+PpkVTHfYNLD3vm9dE6uUM9fxxQzob1axl52/+ydWtkzyUOOFGISGf/TGkVoLfffpt//vOf1Hc4hob2fY76/eo6H487tQvPTZ3K7Nmzjz5ApdoIr9fLSy+9xNSpUxmSUc89g8oOWAM71Ia0a2D0oDJ279jC//7hVtasWRPW6wfisBOFiHQRkf8Aq4Ev/fsuF5FXQxVcNPn444957bXXaMjoQV3OccF5U7FR0/10vImZPDphAvPnR+2cRKWCpr6+ngkTJvDee+8xPLuWUQMqgja6KVC9Ut08MKQUW10Zo26/nXnz5lkTyCEE0qJ4GZgBJAEN/n2z8JXdUC2YOXMmz06ejDslh9rcU1ueLxEou4Oqnr/AHZvM2LH3s1TXrlDqoCoqKrj3nnv4+uuvuaJ7FVf3qsIWxD/HI5Gd4GHcsSVkxdZw33338emnn1obUDMCSRTHA08aY7z4y30bY8qAlFAEFi2++uornnzySTxJHanpeSbYQtAt5Iijqtc51Ntd3HPvvaxYsSL411Cqldu+fTu3j7yNZcuWcGu/Ci7IrQ3qd7ajkRZnGDtkN/1T63j66af561//ekRLloZKIJ9axUDPpjtEpB9QGNSIosgXX3zBhAkT8CRmUd1zONhCt06UiXFR2WsEdRLHnXfdpS0LpZrYsGED//uHWyneUsg9A8s4qUPkTXhzOeCOgeWc2qGW6dOn88wzz0RMuZ5AEsUzwCcich3gEJErgfeBp0ISWSv36aef8vgTT+BO6kBV3i/AHvolEU1sPJW9zqVOnNx9zz0sXLgw5NdUKtItW7aMUbePxF1Zwv1DSumXHhkfvs1x2ODGvlVc2LWaGTNm8NBD4yJiYt5hJwpjzOvAvcAV+JYovRp40BijhYf288EHH/D000/jSe5Edc/wJIlGJjaeyt4jqLPHc++9o3VlPNWmzZs3j7vvupNEqhh37G66JEb+BFURuLxHDVf3qmTOf+YwZvS9lk/MO6xEISJ2ERkPfGaM+aUxpr8x5lxjzD9DHF+rYozh1Vdf5YUXXqAhLZfqnmeBPfzLkpuYeCp7n0u9M5Vx48bx2WefhT0Gpaz23Xffcf/YsXSIq+OBIbtp5/JaHVJAzsqp45Z+FSxdsoQ77vgTFRUVlsVyWInCGOMBbmPvaCe1H7fbzZNPPsnbb79NfWYvanucDjaLxtwBOJxU9RpBQ2IHnnrqKd58882I6hxTKpS++eYbHn74IXIT67lvSPgm0gXbSR3qGTWgnHVr13D3XXdaliwC6aOYDtwaqkBas8rKSkaPGcPMmTOp6zSEuq4nB1a/KVTsMVTn/YKGjB68/vrrEdU5plSozJkzh/HjH6F7YgP3DCoj3hGaJPH2mng2VtjZWGHn8YXJvL0mPiTXGdKugVHHlLN+3VruufsuS25DBTo89jkR+VlEvhORbxsfoQquNSguLua2kSNZsGAhNbmnUJ89JLjzJI6WzU5tt9Oo6ziQGTNmMHrMGCorK62OSqmQWLp0KQ8/9BBdEhq4e1AZrhAlCYDCSgc1Hhs1HhurS2MorAzdbeYh7RoY2b+cNWvWMO7BB8JepjyQRPEKcCPwEPAq8FqTx1ETkTtEZIWILBeRd0XEKSLdRGSeiKwVkfdFJDYY1wqWgoICbrn1VgqLtlCd9wvcmb2sDql5ItTn5FObewoLFizktpEjKS4utjoqpYKqqKiIsfeNISO2nrsGhjZJWOHYzAZu6FPJ/AULmThxYlhvJQcy6mn6wR5HG4SIZAOjgHxjzDGAHfgNvqG3k40xecBu4IajvVawfP/999x++yhKa9xU9jkPT0q21SEdUkNmL6rzfkFh0RZuueVWCgoKrA5JqaCoqqri/vvGQEM1dw9svX0Sh3Jqxzou7VbNrFmz+PDDD8N23UBqPV1/sEeQYnEALhFxAPHAVuBMoPG/xnTg4iBd66h89NFHPPDgg9TGJlPZ5/zDWp0uUnhSsqnscx6ltW5uv30Uc+bMsTokpY7apEmT2FRUxMj+ZWS2stFNgbowt4ahmfW8+MILYavCEMitp6v2e9wDvOTfPirGmM34JvQV4ksQZcACoNQY09j7WgQ0+7VdRG4WkfkiMn/Hjh1HG85BNa046U7tTFWvczExrpBdL1S8rjQq+5xPbUwy999/P5988onVISl1xGbPns3XX3/NxbnV9EuL/sEaNoGb+1aS5jQ8/tgEampqQn/Nwz3RGHPGfo+++EZBHXXJUhFJAy4CugGdgATg3ObCOEhs04wx+caY/MzMzKMNp1kej4ennnqK9957j/r2fajpcWZI5kjEFc7FXr0Le/UuXKs/Ja5wbtCvAb6SH1W9R+BOzuaZZ57h7bffDsl1lAql6upqpkx+lm7JHi7oGvoPzEjhchhu6lPG5i1beeed0M95PtoxnG8QnH6Ds4CfjDE7jDENwEfASUCq/1YUQA6wJQjXCpjb7eaxxx7bO/y1y4khG/5qqy5BPA2IpwFHxTZs1SUhuQ7gGz7b8ywa0nvw6quvRlwhMqUO5YMPPqC0rJyr8yqxR8CI9HDql+ZmWPs6/va3D9i1a1dIrxVIH4Vtv0cicDMQjHX8CoFhIhIvIgIMB1YC/wYu959zDfCvIFwrIF6vlyeeeIKvv/6aupz8yBv+erRsNmq7n0pDuzymT5/OW2+9ZXVESh2Wuro6/vbB+wzNrKNHSvTfcmrOZd2raaiv56OPPgrpdQLJwW58M7MbH2XAWOAPRxuEMWYevk7rhcAyf1zTgNHAnSKyDsggSENxA/HKK6/w1VdfUZc9lPqOA8N9+fAQG7W5p+yZmPf5559bHZFShzRnzhyqqmsYnm190TyrZMV7OSa9ni9mfo7XG7pO/EBusnfb73mVMWZnsAIxxjyEb45GUxvwTfSzxBdffMG7775LfWaf6E0SjUSozT0FW0MNT0+cSOfOnenfv7/VUSl1UHPmzCElDvqlte3KQidm1fHyyl2sXbuW3r17h+QagXRmb2z6AJJFpGtIoooA27ZtY/LkKXiTsqjrOiy6bjcdjM1OdY8z8DpcTHjssbCMplDqSK1fu4bcxHrLV6izWvck3223DRs2hOwagfRRvCsiJ/m3rwNWACtFJGImwQXTlClTqG1wU93ttMio2xQujjiqc09l65atvPnmm1ZHo9RBbSsupr3LurLhNW7B6XRy+eWX43Q6qXFbk7Ha++eNhLLaQiCfgMPZOxT2TnwjlY4HxgQ7KKsVFBQwd+5carMGYOKSrA4n7DzJHWlI785HH/2D0tJgjFVQKvgcDgdeY11zototnH/++YwcOZLzzjuPaosSReM4RYcjdLWmAnnnWGNMvb/cRrox5j8AIpIVmtCs8+GHHyKOOOqz+lodimXqOw2ibvl6ZsyYwe9+9zurw1HqAMnJyeyuC+Hw8UOIdxg++eQTjDHMmDGDLItqS+2u833fT0oK3ZfaQFoUi0XkPuBBYAbsqdFUHorArOL1epk77wfqU3LAHlE1CMPK60rFJLRj7rx5VoeiVLMGDBzEmvI4vBZN/XE5DLW1tfz973+ntrbWsiKEBaW+7/sDBgwI2TUCSRQ3AAMAF/CAf9+JQFQthbpp0yYqystwJ3eyOhTLNSR1ZMWKFbqGhYpI+fn5VNYblpWEb6nhSPSfYicZ6Wnk5uaG7BqBjHpab4z5rTHmGmPMdv++D40xo0MWnQV2794NgIlNsCYAT/0+HWR4wlt3vilvbAJej0fXr1AR6bTTTqNdRjozNsbTVgsK/FxhZ0VJDJddfgU2W+gG3QQy6ulKEenr3+7tX7ToaxHpE7LoLNA4JNTYwr/WNYC46/fpIBO3dYmi8b+BDpNVkSgmJobf/u73rC518N/itneb2OOFNwqSSE5K5IILLgjptQL5NJyAr/4S+Cq9/gBUAi/gKwceFTIyMgCwNdRgRbFi44jdp4PMOEKzvOLhsDX4EkRaWuspo67alosuuogvZ33B2+tW0yd1N+nO6C4x3tSnhU42lNt58ME7QtqRDYH1UWQaY4pFxAmcAtwPjAcGhyQyi3Ts2BEAW81uawKwx+7TQWZlh7qtppSU1DTfLTClIpDdbmfMfWPx2OKYvCyF2jbSnbZoZwwfbkjg9NNP58wzQ/89PZBEsUNEeuIr//2jMaYOcAJRNS8yKSmJHj164ii3pFBt5DCG2MotHJc/1OpIlGpRly5deOjhR9hUaeeFFUm4o7xRsb7cwQsrU+jVK48xY8YgYagaEUiieBTfYkKvARP9+4YDS4IdlNVOPvkk7JXFSF2F1aFYxl6+BVNfw4knnmh1KEod0rBhw/jjn/7E4l2xPL88epPF+jIHTy9JIT0jk8efeDJsrf1ARj29AXQEcowxs/y75+Fb2zqqnH/++djERmzxSqtDsUxs8QpSU9M49dRTrQ5FqcNy0UUXMWrUKBbujOW5ZUnUWVfdIyRW7/YlidSMLJ778/N7+lPDIdDxVC7gMhG51//cQWAd4q1C+/btGT78TOJ2FiB1bW9oqL18K46yIi6//DJiY9veaBLVel166aXceeedLCuJ44lFqZTXR8ed8bnFsTy9JIXMjjk8N/XPtG/fPqzXD2R47P8ABcDv8M3OBsgDXgxBXJa78cYbibHbcW6aS5sapO314to0l/bts7j88ssPfb5SEebCCy9k/KOPUlTjZPzCNLZUtd6insbAJxudvLAiib79+vP8X14Ie5KAwFoUU4BfG2NG4FvECHy3nixbLyKUsrKyuO66a3HsLiRm51qrwwmbuKIfkerd/OlPf9TRTqrVOuWUU5g8ZQr1MSk8sjCNJbuCP3u7S6Ibl92Ly+6lT2oDXRKDO+Sq3gMvr0zkg/UJnHHGGTwz6VmSk5ODeo3DFUiiyDXGfOXfbvyKXU8U3npq9Ktf/Ypjjz0WV+F/sVUFbY2miOUo+YnY4hVccsklnHTSSYd+gVIRrH///rw87RWyu3Tn2aXJzNjoDOrNgd/3qqZrkoeuSR7GHlvO73tVB+29S+psPL4olTnFcdxwww2MGzeOuLi4oL1/oAJJFCtF5Jz99p2Fb+nSqGS32xk3bhzp6ekkrvsSqY2q+of7sFdsI/6n7+jdpw9/+MNRr26rVETIysriz8//hdNO+x/eX5/AiysSI76Tu6DUwUPz09haH8+jjz7KVVddFZYhsC0JJFHcBbwjItMBl4i8DLwB3BOMQEQkVUQ+FJHVIrJKRE4UkXQRmSUia/0/wz5FODU1lWcnPUNCnJ3EtTOjsnPbVrWThHVfkp3dkaeefFI7sFVUcblcPPzww9x8883M2xHH+IVp7KiJzH6LrzfH8eSiFBIzOvLiSy9HzKjDQIbHzgUG4lvZ7nXgJ+B4Y8yPQYrlOeBzY0wfYBCwCt+iSF8ZY/KAr7BokaSuXbvyzMSJuMRDYsGn2GqiZzEfe/kWEgs+IzM9jWcnTSI1NdXqkJQKOhHht7/9LU899TS7vYk8tCCNFSWRc9e8wQt/XZ3AGwWJ5B93PC+9PC2k1WADdViJQkTsIjIb2GWMedoYc5sx5kljTFEwghCRZOA0fJP5MMbUG2NKgYuA6f7TpgMXB+N6R6JPnz5MnfocKS6HL1lUbg/Jdbzx6Rh7DMYegzupA9749JBcB8BRsoH4tbPo0jmbF3OKErsAABwmSURBVF74iyWjKZQKp+OP930IZ3TozMQlKcwqsn7ARnm98NTiFP69xcnvfvc7Hn/iiZDXbgrUYSUKY4wH6Ha45x+B7sAO4K8iskhEXhWRBCDLGLPVH8NWoNlPMhG5WUTmi8j8HTt2hChEyMvL44W//IWsdmkkFHyGIwSjoeq6DMMTn4EnPoOaPr+krsuwoF8DY4jdvBDX+tn069uHP0+dSrt27YJ/HaUiUE5ODi++9DLDhp3IW2sSmF6QgMeimdxFlXYeWZDGz1Uuxo0bx0033YTdbrcmmBYE8sH/CPCiiHT1tzBsjY8gxOEAjgVeNMYMAaoI4DaTMWaaMSbfGJOfmZkZhHAOLjs7m2kvv8yQQYNw/fQdcYXzwNuK6gW463Gt/4q4LYsZMWIEUyZPtmzInVJWiY+P59EJE/j1r3/NV5udTF6WHPZO7pW7HTy6KBWPM43npk4NS3G/IxXIh/yrwNXABnzDYhvwzadoCEIcRUCRMaZx3c0P8SWOYhHpCOD/GZr7PQFKTk5m4sSnufTSS4ktXkHCms+Q+iqrwzokW3UJSas/JrasiNtuu43Ro0drx7Vqs+x2O3/4wx+46667WF4SG9aZ3POKY3lmSQrtO3bmpZen0bdv37Bc90gFkii6+R/dmzwanx8VY8w2YJOI9PbvGg6sBD4GrvHvuwb419FeK1gcDgejRo3iwQcfxFVfRtKqj7GXbbY6rINy7FhD4upPSHU6mDJlCldccYXlQ+6UigQXXHABj4wfT1GNk8cXpVFaF9q/i++2xvHCiiT69O3Pn59vHX2DgYx62miM2QgUAtVAYZN9wXA7vuG3S/GtcfE48CTwCxFZC/zC/zyiDB8+nGnTXianQybxa2YSu3khmAi6FeVpwLnhW1w/f8+gAcfw+muvMnDgQKujUiqinHrqqTw9cSK73HE8uTh0yeKbLXG8uiqRoUOP5ZlJk1rNbd9Aaj2lishbQC1QDNSIyFsiEpRhOcaYxf5+hoHGmIuNMbuNMbuMMcONMXn+nyXBuFawde3alWkvv8zZZ59N3JbFxK+ZiTRYv3yoraaUxNWfEFOynmuuuYZJkyaRnh66UVRKtWaDBw/m6acnUuKO4+klqVQ1BDdZzCuO5fXVieQfl89jjz/RqkrkBHLr6a/4qscOBhKBIUAcvjkVbZ7L5WLs2LGMHj0aZ81OElf+C3tFsWXxOHZtIHHV/5Hs8PLMxIlcd911ETmaQqlIMmjQIB57/Am21cTw3LJk6oPUwb1yt4OXVyVxzDH9mTDhMUvLcRyJQBLFGcBVxphVxphqY8wq4Frg9FAE1lqde+65vPjii3TMSCW+4DNiileGt/qs8RJXOA/Xhtn07d2L1197lfz8/PBdX6lWbujQodw3diyrSx28tSbhqN9vR42NPy9PITunM48/8WSrSxIQWKIoAHL329fFv1810bNnT155ZRonnjgMZ+Fc4jbOAW8Yxt6564hfO2tPYb+pU58j1MOFlYpGw4cP5+qrr+abrU7+vfnIP9jrPTB1eQoSG8/jTzwZcRPpDlcgc9i/Ar7w91NsAjoDvwfeEpHrG08yxuitKCAxMZHHJkzgtdde45133sFeV051j+HgCM1wVKmrJHHtF9jrK7jj7rs5//zzQ3IdpdqKa665hpUrV/D2ogX0SW2gY0Lgg1T+tiGejRU2nnjiQbKzs0MQZXgE0qI4EVjn//kr/8/1wEnAVf7H74MdYGtms9m46aabGDt2LDGV20lc8xnSELxSxHuuU72bxIIZxNsamDRpkiYJpYLAbrdz331jcboSeGV1Mt4A7yAXlDr4YpOLiy++uNWvPX/YLQpjzBmHOkdETj66cKLT2WefTUpKCg8+OA5Z/SmVvc/FxB79vU/wVX5NXDuT1KQEJj3zDN27H/W0FqWUX0ZGBn/80x1MmDCB2VviODO77rBe5/bCG2uS6JDVnltuuSXEUYZesGs3fRbk94saJ5xwApMnP4tTGkgM0vBZW3UJiWu/ICM1mRf+8hdNEkqFwPDhwxk0cCAf/pR42ENmv97sZHOljdtuH4XL5QpxhKEX7EShU31b0L9/f55+6iliPTUkrJkJniOvftLYJ5GWnMBzU6bQsWPHIEaqlGokIoy8/XYq6+HzTYee+1DngY8LExgyeDAnnxwdN1mCnSjCOA60dRo4cCCPPTYBe20prg2zj2wWt6eehHVf4nTA5GefbdWdZEq1Bnl5eZx22mnM2hx/yFbFvzc7Ka+D62+4IWrK5ETmMk9R7rjjjmPUqFE4SjcRu3lRYC82BtdP32GvLeXR8ePp2rVraIJUSu3jqquuoroBvt168OGyHi/M3JzAoEEDGTBgQBijCy1NFBa5+OKLGTFiBHFbl2Av33rYr4vZUYBj90ZuvvlmnUinVBjl5eUxcMAxfLklfs8IqC6Jbrokuvecs3hXDLtq4PLLr7AoytDQPgoLjRo1ik7Z2cT//N1h9VdIbTmuoh8Ymp/Pr371qzBEqJRq6qKLL2FHtbC61Ddg9Pe9qvl9r71D3r/d6qRdRnqrHw67vxYTRdPFiVp6NJ5vjGmd0w4tEh8fz/1jx0JdJXGHugVlDM7CucTGOBh9773YbNoYVCrcTj75ZOJdTv6z7cDbTxX1wtJdsfzi7HNwOCJnPe5gONSnTePCRId6qCPUv39/zjvvPGK3r0Bqyg56nr1sE46yIm684YZWUb9eqWjkdDo55dTTWLjTiXu/cSgLd8biMUT0SnVH6lCJoulCRbcD3wAjgL7+n/8GRoYywLbgxhtvJC42jrgtC5s/wRhcmxfSsVMnLrnkkvAGp5TaxymnnEJVA6wp27fVsHBnLFntM+nZs6dFkYVOi4micWEi/+JEdwKXGmNmGWPWGGNmAVcAd4cj0GiWlpbGFVdcTkzJT9hqSg847igtRKpLuP6666KuSatUa5Ofn4/dbmPZrr1129xeWFkax7ATT4qaIbFNBXKjOwWI329fvH+/OkqXXXYZdoeDmO0rDzgWu30l7TIzOeOMQ1ZRUUqFWHx8PP369mNl6d5Esb7cQZ3bMHToUAsjC51AEsV04EsRuVlEzhWRm4GZ/v3qKKWlpXHW8OHE7Vq/z/oVtppS7OVbuezSS7U1oVSEGDR4MBsr7NT5Vw9Y678NFa3LDAeSKO4FpgK/Bp4FfgM8798fFCJiF5FFIvKJ/3k3EZknImtF5H0RCU2N7ggxYsQIjKcBcdfu2eco2YCIcPbZZ1sYmVKqqX79+uE18HOFL0GsL4shu2MHUlNTLY4sNA47URhjvMaYl/xrV/c1xpzpfx7MFXn+CKxq8vwpYLIxJg/YDdwQxGtFnEGDBpGWnr5Poogr3cigQYPIyMiwMDKlVFO9e/cGYKM/URRWx9KrT18rQwqpgAbji8h1IvK1iBT4f14XrEBEJAc4D3jV/1yAM4EP/adMBy4O1vUikc1m48Rhw7B56sEYpK4Sqndz0kknWR2aUqqJ9PR0UpIS2VRpp8Yt7Kgmqqs3H3aiEJH7gTHAe8Ao/897/fuDYQq+21iNo5MzgFJjTOP8+CKg2ep3/n6T+SIyf8eOHUEKxxpDhw71JQmvG3vFtr37lFIRQ0To0jWXbTUOtlX7Pkajue5aIC2KG4GzjTHTjDEzjTHT8M2luPlogxCR84HtxpgFTXc3c2qz1Wn9MeUbY/Jb+xrR/fr1A0A8DdirdhAX5yQ3N9faoJRSB8jOyWF7rYPiGrvveRRXcQ5kGE0CsP/X9V1AMFblOBm4UER+CTiBZHwtjFQRcfhbFTnAliBcK6J16NABm92O19OAvbqEvLw87Ha71WEppfaTlZVFaS1s9yeKDh06WBxR6ATSovgceEdEeouIS0T64Os3mHm0QRhj7jPG5BhjcvGNpvraGPM7fDO/L/efdg3wr6O9VqQTEVJTUkEER10ZubnR25xVqjXLzMzEAD+VO3A540hICM7yxpEokEQxEqgAlgBVTX7eHoK4Go0G7hSRdfj6LF4L4bUixvHHH4fN24BpqCUnJ8fqcJRSzUhPTwdgU5Wd9LQ0i6MJrcO+9WSMKQeuFpFrgXbATmOOZHm2Q15nNjDbv70BOD7Y14h0mZmZe8qOt/Y+F6WiVUqKryjF9ho7/bulWxxNaAU01VdE8oAr8Y0+2iwi7xpj1oYksjas8ZsK+GZsK6UiT3Jy8p7tpCbb0SiQ4bEXAAuAPkAJ0BuYLyIXhii2NispKanZbaVU5GjaJxHN/RMQWIviceAiY8y/G3eIyOn4ynh8HOS42rT4+L21F6P9F1Cp1qrp32nT7WgUSGd2DvDdfvu+9+9XQeRy7R1x7HQ6LYxEKXUwcXFxe0qKR/vfaSCJYjFw13777vTvV0EUGxvb7LZSKnKICLExvpsycXEHLo0aTQK59fQH4P9E5I/AJqAzvuGx2kcRZE0n2GlpcaUil+9vtSHqv9AFMjx2tYj0BU4EOuKbJT3PGKNrZgdZ00Shs7KVinyaKJrwl9LYv59CBVnT5GCzBVTgVykVTv4+ijadKERkEwcpxNd4CmCMMV2CGlUb13TN3Whcf1epqOH/dIyJibE2jhA7VIvi92GJQu2jaStCWxRKRb5o70ts8V9njPmmcdu/DOkDwG/Z20fxHvBYKANUSqmI5W/wt/UWRVMv4puNfTuwEegK3IevnMf1wQ+t7dJWhFKtQ+Ot4TbdotjPxUAPY0yp//lKEZkHrEMTRVBpv4RSrYPX6+ukiPZEEchX123A/vPUXcDW4IWjQFsUSrUW2qIAROTMJk/fAj4XkT/jW7+6M3Ab8GbowmubNFEo1bq06URB8wsFjd3v+S3AU8EJR4EmCqVam2ifGHuoUU/dwhWI2ivaf+mUihZt5daTfnWNQNH+S6dUtIn2uwAR8a8Tkc4i8m8RWSUiK/yFBxGRdBGZJSJr/T/bxHJvmiiUah2M8Y16iva7ABGRKAA3cJcxpi8wDLhNRPoBY4CvjDF5wFf+51FPE4VSrYu2KMLAGLPVGLPQv10BrMI3ke8iYLr/tOn45nJEPU0USrUObWXOU0QkiqZEJBcYAswDsowxW8GXTID2B3nNzSIyX0Tm79ixI1yhhky0N2OVijaNt6CiVUQlChFJBP4O/MkYU364rzPGTDPG5Btj8jMzM0MXoFJKNdGYILxer8WRhFbEJAoRicGXJN4xxnzk310sIh39xzsC262KTyml9teYKDwej8WRhFZEJArx3eh7DVhljHm2yaGPgWv829cA/wp3bEopdTCNfRQNDdG90Gek9JqeDFwFLBORxf59Y4EngQ9E5AagELjCoviUUuoAjS2KmpoaiyMJrYhIFMaY79lT2f0Aw8MZi1JKBSraE0VE3HpSSqnWydeiKC8/7LE3rZImCqWUOkKNo51KS0sPcWbrpolCKaWOQHV1NXV19QBEw/ytlmiiiEDRPnlHqWhQXFy8Z3v79uIWzmz9NFFEoPr6eqtDUEodQlFREQAd4j0UFRZaHE1oaaKIQNHeMaZUNNi4cSMAQ9rVU7xjJ7W1tRZHFDqaKCJQ046xuro6CyNRSh3MunXryIyHXikNGGNYv3691SGFjCaKCLRt27Y9203vgyqlIkfB6lV0Taija5KvfMeaNWssjih0NFFEoM2bNze7rZSKDLt372brtmJ6prjJiPOS6oQVK1ZYHVbIaKKIQBs2bAB7zN5tpVREWb58OQB5KW5EIC+pjmVLl1gcVehooohAK1etxp2YBc5kVq9ebXU4Sqn9LF68mFg7dEtyA9A71U3x9h1s3brV4shCQxNFhCkrK6NoUyGexCwa4jNZumyZzqtQKsIsWriAnskNOPyfoP3SfNVjFy9e3MKrWi9NFBFmyRJf89WTlIUnKYuy0lIKo3yMtlKtSWlpKRt++nlPcgDolOAhKVYThQqTH3/8EXHE4klojzslG4D58+dbHJVSqlHjl7m+TRKFTaBPSh0LF0Tn36omighijGHeDz9Sn9gBbDZMXBK4Uvjxxx+tDk0p5bd06dJ9+ica9U51s2Pnrn2Gt0cLTRQRZPPmzWwv3obH35IAqE/qxMKFi7Ssh1IRYvnyZXRPcu/pn2jUK9XXwojGYbKaKCLIokWLAHAnddqzz5Pcifr6Oh39pFQEcLvdbNiwgW7JBy59mpPgIcYWnRPvNFFEkKVLlyKx8Rhn8p59nsQsAJYtW2ZVWEopv82bN9PQ4KZLovuAYw4bZCd6o3LuU6tIFCIyQkQKRGSdiIyxOp5QWbt2HQ2uDJC9q8KaGCe4klm3bp2FkSmlYG+lhA4ub7PH2zsb2FK0KZwhhUXEJwoRsQN/Ac4F+gFXikg/a6MKPq/Xy+bNRXidKQccc8cms1GHyCpluZ07dwKQ5mw+UWTEedlZUhLOkMIi4hMFcDywzhizwRhTD7wHXGRxTEFXW1tLQ0MD3hjXAce8MS5KS8ssiEop1VRVVRUACY7mE0W8w1BXV4/bfeCtqdasNSSKbKBpW67Iv28PEblZROaLyPzWuiThnnLiNvuBB20O6rXcuFKWa2jwdWLbpfnjdpvZ57xo0RoSRXP/S/apaWGMmWaMyTfG5GdmZoYprOCKi4vzbXg9BxwTr5s4Z1yYI1JK7S82NhYAd/MNCtxe38dVTExMuEIKi9aQKIqAzk2e5wBbLIolZOLj44mNjcPWUH3AMWmoJj093YKolFJNJSYmAlDlbv6js8otOONisdubuTPQirWGRPEjkCci3UQkFvgN8LHFMYVETuccbDWlB+yPqSuja5cuFkSklGqqXbt2AJTUNf/RubvORmZmO0QOcm+qlYr4RGGMcQMjgZnAKuADY0z0TX0E+vTuTUzNLmhSLVYaajC1leTl5VkYmVIKIDvb1z26tar5FsPWmhg6ZXdu9lhrFvGJAsAY86kxppcxpocx5jGr4wmVAQMGYBpq92lV2Cu27jmmlLJWp06diIuNYVMzicLthS1VNnr06GFBZKHVKhJFWzFkyBAA7OV7u2Ds5VtwueLp1auXVWEppfzsdjs98/LYUH5gZ/XGSgceL1H5t6qJIoJ06NCB7JwcHOVFvh3GEFu+hfz8oTgcDmuDU0oBcMwxA/ipwkH9fgMU15Y6/MePsSCq0NJEEWGGnXACMRXF4HVjqy2DukqOO+44q8NSSvkNGjQItxc2lO/75W1VaQzZnTrs6fCOJpooIszQoUMxXjf2yh17+ify8/Mtjkop1WjAgAHYRFi5e+/tJ6+BNWVxDB4y1MLIQkcTRYQZNGgQIoK9Yiv28q20y8ykY8eOVoellPJLSkqiZ88erCqN3bNvY4Wdqgazp58x2miiiDAJCQl0ze2GvWoHsTU7GThgQNSNyVaqtRty7FDWle/tp1hV6mtdDB482MKoQkcTRQTq17cPjrLNmNpK+vTpY3U4Sqn9DBo0CI8X1vv7KQpKY8ju1DEq+ydAE0VE6tat257t3Nxc6wJRSjWrcV7TmtIYjIG15bEMHBSdrQnQRBGRunfvvmdbE4VSkScpKYnOOdlsqHCwvcZGZT306xd1y+TsoYPzI9Cxxx7L1KlTcblctG/f3upwlFLN6NO3Hz9+t5mfK3xLAPTu3dviiEJHWxQRSEQYOHCg1ndSKoL16NGD0lpYXRqDzWaja9euVocUMpoolFLqCDTeFv5xeyzZnTrsXVMmCmmiUEqpI9BYSba8wUZ2TnQvA6CJQimljkCHDh2Ij/etcR+NFWOb0s5spZQ6AjExMfy///cupaWl5OTkWB1OSGmiUEqpI5SamkpqaqrVYYSc3npSSinVIk0USimlWmR5ohCRiSKyWkSWisg/RCS1ybH7RGSdiBSIyDlWxqmUUm2V5YkCmAUcY4wZCKwB7gMQkX7Ab4D+wAjgBRFpfkVzpZRSIWN5ojDGfGGMcfufzgUahw9cBLxnjKkzxvwErAOOtyJGpZRqyyxPFPu5HvjMv50NbGpyrMi/7wAicrOIzBeR+Tt27AhxiEop1baEZXisiHwJdGjm0P3GmH/5z7kfcAPvNL6smfNNc+9vjJkGTAPIz89v9hyllFJHJiyJwhhzVkvHReQa4HxguDGm8YO+COjc5LQcYMuhrrVgwYKdIrLxSGNVB2gH7LQ6CKWaob+bwXXQqoay93PZGiIyAngW+B9jzI4m+/sD/w9fv0Qn4CsgzxjjsSTQNkpE5htj8q2OQ6n96e9m+ETCzOzngThgln9t6LnGmFuNMStE5ANgJb5bUrdpklBKqfCzvEWhIpt+a1ORSn83wyfSRj2pyDPN6gCUOgj93QwTbVEopZRqkbYolFJKtUgThVJKqRZpolDNEpER/mKM60RkjNXxKNVIRF4Xke0istzqWNoKTRTqAP7ii38BzgX6AVf6izQqFQnewFcoVIWJJgrVnOOBdcaYDcaYeuA9fEUalbKcMeZboMTqONoSTRSqOYddkFEpFf00UajmHHZBRqVU9NNEoZpzRAUZlVLRSROFas6PQJ6IdBORWHwrDX5scUxKKYtoolAH8K84OBKYCawCPjDGrLA2KqV8RORd4L9AbxEpEpEbrI4p2mkJD6WUUi3SFoVSSqkWaaJQSinVIk0USimlWqSJQimlVIs0USillGqRJgqlDkJE3hCRCSJyqogUHOZrrhWR70Mdm1LhpIlCqUMwxnxnjOkd6utoklGRShOFUkqpFmmiUMpPRIaIyEIRqRCR9wGnf//pIlLU5LwxIrLef95KEbnkwLeSP4tImYisFpHhTQ6kiMhrIrJVRDb7b23ZRaQv8BJwoohUikip//w4EXlGRApFpFhEXhIRl/9YOxH5RERKRaRERL4TEf2bVkGnv1RKAf6aVv8E3gLSgb8Blx3k9PXAqUAK8Ajwtoh0bHL8BGAD0A54CPhIRNL9x6YDbqAnMAQ4G7jRGLMKuBX4rzEm0RiT6j//KaAXMNj/mmxgnP/YXfgKOGYCWcBYtMqvCgFNFEr5DANigCnGmAZjzIf4iiMewBjzN2PMFmOM1xjzPrAW32JPjbY3eZ/3gQLgPBHJwrdq4J+MMVXGmO3AZHxFFw8gIgLcBNxhjCkxxlQAjzc5vwHoCHT1X+s7ozV5VAg4rA5AqQjRCdi83wftxuZOFJGrgTuBXP+uRHyth0bNvU8noCu+ZLTVlwMA35e1potENZUJxAMLmpwvgN2/PRF4GPjCf3yaMebJg/0DlTpS2qJQymcrkC1NPpGBLvufJCJdgVfwVdfN8N8iWs6+iz019z5b8CWEOqCdMSbV/0g2xvT3n7d/a2AnUAP0b3J+ijEmEcAYU2GMucsY0x24ALizaX+IUsGiiUIpn//i6zsYJSIOEbmUfW8nNUrA94G+A0BErgOO2e+c9v73iRGRK4C+wKfGmK3AF8AkEUkWEZuI9BCR//G/rhjI8feXYIzx4ktKk0Wkvf962SJyjn/7fBHp6U9K5YDH/1AqqDRRKAUYY+qBS4Frgd3Ar4GPmjlvJTAJX2IpBgYA/9nvtHlAHr4WwWPA5caYXf5jVwOxwEr/dT7E188A8DWwAtgmIjv9+0YD64C5IlIOfAk0zunI8z+v9MfzgjFm9pH8+5Vqia5HoZRSqkXaolBKKdUiTRRKKaVapIlCKaVUizRRKKWUapEmCqWUUi3SRKGUUqpFmiiUUkq1SBOFUkqpFv1/HkB7o2xR1tQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in NaN_col_names :\n",
    "    sns.violinplot(x='Target', y=feature, data=train, hue=\"Target\")\n",
    "    plt.xlabel('diabetes', fontsize=12)\n",
    "    plt.ylabel(feature, fontsize=12)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c0cb1d5c88>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "BMIDF = train.groupby(['BMI', 'Target'])['BMI'].count().unstack('Target').fillna(0)\n",
    "BMIDF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Diabetes_pedigree_function，糖尿病家系作用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c0cb612dc8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Diabetes_pedigree_function', 'Target'])['Diabetes_pedigree_function'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c0cc933ac8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Age', 'Target'])['Age'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c0ccc70948>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = train.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
